{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial aims at showing different source of colors that can be used to colour any plot used in the book. Note that this notebook is to facilitate the setting of the argument *cmap* but do refer to the matplotlib webseite for further references: https://matplotlib.org/examples/color/colormaps_reference.html.<br>\n",
    "Note that we will take into account the *size* of the ball as well: in a real-world dataset, this might refer to the magnitude of another feature that might take into account in the evaluation of the phenomenon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_scatter(N,cmap):\n",
    "    sample = N\n",
    "    x = np.random.rand(sample)\n",
    "    y = np.random.rand(sample)\n",
    "    classes = np.random.rand(sample)\n",
    "    area = (30 * np.random.rand(sample))**2 #size of the ball\n",
    "    plt.scatter(x, y, s=area, c=classes, alpha=0.5,cmap=cmap)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='winter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='autumn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='summer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='spring')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='RdYlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='BrBG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='RdGy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='YlOrRd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='YlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_scatter(100,cmap='PuOr')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
